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. 2023 Sep 20;13:15568. doi: 10.1038/s41598-023-42390-w

Figure 2.

Figure 2

Multidimensional triad construction. Heider Balance Theory focuses on triads—fully connected groups of three agents. We consider triads separately in each study term. If three students A, B and C communicate with each other in the considered term, they create a triad. Each of the students holds one of three opinions: in support, against (depicted as upwards or downwards arrows), unsure (depicted as a circle) on a few topics—components of multidimensional opinion vectors (the figure lists five topics). For each topic, the difference between two opposite extremist opinions is ±2 (red line), between extremist and centrist is ±1 (green line), and it is 0 (blue line) for the same opinion. The normalized to range [0, 1] sum of absolute differences between opinions over all topics is a social distance between students. If the distance is no larger than the assumed tolerance Θ, the edge sign is positive. Cases for different values of tolerance Θ are depicted on the side panels. Left panel presents the case for the tolerance Θ=0.4. The tolerance is small and all edges in the multidimensional triad are negative, resulting in an unbalanced triad (depicted in red). The right panel corresponds to Θ=0.6. With such tolerance, students A and C are similar enough—distance between them is smaller than the tolerance—so the edge is positive. In this case, the multidimensional triad is balanced (depicted in blue).